{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Import all the libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#read data from the challenge_dataset\n",
    "dataframe = pd.read_csv('input/itemsale.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "              0    1\n",
      "0       Kleider  351\n",
      "1     K.Kleider   42\n",
      "2        Schuhe   74\n",
      "3       Schmuck    1\n",
      "4        Gürtel    5\n",
      "5        Tasche   15\n",
      "6     Gutschein    2\n",
      "7     Sonstiges   14\n",
      "8     Gutschein    1\n",
      "9          Zoll   29\n",
      "10        Bonus    2\n",
      "11       Retour    3\n",
      "12  KeinVerkauf    3\n",
      "13         Tüte  106\n"
     ]
    }
   ],
   "source": [
    "print (dataframe.shape[1])\n",
    "dataframe.columns = range(dataframe.shape[1])\n",
    "print (dataframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dimension of data (14, 2)\n",
      "Basic statistical description:\n",
      "['Kleider' 'K.Kleider' 'Schuhe' 'Schmuck' 'Gürtel' 'Tasche' 'Gutschein'\n",
      " 'Sonstiges' 'Gutschein' 'Zoll' 'Bonus' 'Retour' 'KeinVerkauf' 'Tüte']\n"
     ]
    }
   ],
   "source": [
    "print (\"Dimension of data {}\".format(dataframe.shape))\n",
    "\n",
    "print (\"Basic statistical description:\")\n",
    "dataframe.describe()\n",
    "\n",
    "df=dataframe.values\n",
    "labels = df[:,0]\n",
    "#sizes = dataframe[[1]].values\n",
    "sizes = df[:,1]\n",
    "print (labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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4rrXjlC5E4KqrkIYNyQxDXheRaum2yUkPLthlHBHZH2QUXAickm5zHMfZBSpXhhtvJJaR\nQXMRxnkQWvnEf+llGBGpD7GXobvA7ek2x3GcAtCkCVxzDaEqA4Er022PU/y4YJdRrOxo+BzUrAUv\nhJCZbpMcxykgPXrAkCGAdfc6Is3mOMWMC3bZZQRoD3gxBg3SbYvjOIXEaafBfvuhYciT5kUrmYhI\nbxGJl6Q1dxGZLyJ/LYbrHCcis0Vko4jcWljjumCXQaJ16xFwrUDPdJvjOE4hEgRw5ZUEVapQNQh4\nJOoLUOiIyKMi8mKebYNEZK2IXLIDQ3wENFDVlTt4vVEi8s1W9jUWkRwROXJHxioBjAGeBBoBIwtr\nUBfsMoaVMYw9A/sm4Op0m+M4ThFQowZceSWxRIIjgL8UxzVF5C/A48C5qnrn9o5X1RxVXbwTlxgL\ntBWR7vnsOwP4DZiwE+NtQkQyduW8XbxWDaA28Laq/qaqqwtrbBfsMofcBRmN4OkQYuk2xnGcImL/\n/eHIIyEIGCUirYryWiJyOXA38CdVHR9tExG5SkTmiMgaEZkhIsennNNbRBJJl7iIDBGR5SLST0S+\nEZFVIvIfEdkNQFW/AGaQf4ODIcBjqpqIxmoiIs9F4y0VkZdEpHHKtR+P9o8QkV+Br7ZyX+dFYxwY\nve8vIh+mjPuqiDRPOf7g6J4qp2zbJ9rWUEQOBpYBCkyJlgQO2JWfeX64YJchROQ40DPhngBaptsc\nx3GKmL/+FerVIxatZxfJE7qI3AL8HRigqq+m7LoayxU9B2gH3Ak8LiK9Uo7RPMNVBi4F/gz0Apqw\neQrLWOAEq8y46fp9gGbAo9H7DOBtYCnQA1v3Wwv8J0+622HReX2Bgfnc19WYu7qvqn4Qba4E3AZ0\nAQ7G6je/kOfUvPeUum0y0D467ygsgOh/+Ry/S7hglxFEpCGEj8BANe+R4zhlnUqV4JpriCUSdAWu\nKIJL9Af+BhyjqpOSG0UkE2vRe6aqvquqP0cz7yeBc7cxXgxzqc9Q1c+BezBhTPIUltIyOGXb6cCH\nqjo7en8ysEFVz1fVb1T1O+xDryVwYMp5K4BzVPU7Vf02ZbuIyO3AeUAvVZ2R3KGqL6jqK6r6UzTj\nPxvYW0TabPOnlHt+DpBcBliuqotVNb4j5+4ILthlAAs6CR+D2lWsv7U39XCKhi+/hL//HQYPhr59\n4aOPtjxm7lw75sgj4Ygj4PzzYcmSHRv//fdt3H/kaXXxzjvwpz/BMcfAffdtvm/RIoucXrt21+6p\ntNO+PZxyCiLCSBHZp5CH/wL4GXgmcvvGRWQD8CNQBXgncm2vEpFVwKlAi62MdRaQUNWfU7YtBDb1\n/FbVFcCLRG7xqLXo8cDDKed0AvbMc92lQAabuxa/3IpYXgGcBvRU1VmpO0SktYg8E7n5VwI/YLPn\nJlu5p2LFBbts8GeIHwqPxqBOum1xyjDr1kHLljBsmJXMzMuCBXDRRdCsGdx9NzzyiIlp5g6UAVi0\nCB54APbaa/PtK1bAv/9t7t9bb4V334Vp03L333UXnHOOzTbLK6edBi1aQBjyTKo7uRBYAByEubL/\nwMS4OXBXtP8VTECTr3ZsPjvOS153srLlDGMs0EtEWgAnAjnA8yn7s4BpwF55rt0GeDY6RoCtBXtN\nZstZfJI3ovHPBLoCB0RjJf+CEynjJym2gDYX7FKOiNSG2Cg4Qc175ThFR7ducOaZ0LMnaD4reY88\nAt27w9lnm7A3aGDBUdWrb3vcRAJuvBHOOMPOSWXhQsjKgt69oW1b2HtvmDfP9r33HmRkmD3lmVgM\nRowgFKEFcF1hjq2q84H/YKL1JCbcYzDx6qGqc1R1DrABuBn4SkR+B/6ZHENErsXWmjNSZuoHpux/\nLwpcW4qJ9M+YaJ6OCe+NKSZNx8R0ZMq138Nc5feIyAogv0jzJFOxD8trRWRYig31gFbADao6SVW/\nx6K9U0n6ilL/Sjtv41qFigt2qUdug4rV4G73gztpRdVmvo0aweWXw3HH2az4ww+3f+64cVCzprnQ\n89Kokc3sZ8+GlSvh++/tYSA7Gx591Gb7DjRtCkOGEIhwqYh0LOTh1wAfAB2BbGAlph/NReQLERmA\nzVwbAbdgM9M10TEhFlj2MbAR2A0TvP9iDwEB8DuwDzAIOAR7KDgfE96FeWx5PBrnYBHpISLNgIrA\nNcBsYG/gy23djKr+FxgA3CAiQ6PNvwPLgXNFpEUU8X0bm3sFvgd+BUaKSCsROQq4eNs/usLDBbsU\nIyIHgZ4Bt4dQYgseOeWE5cttHfnpp2G//eC226BXL7j2Wlv73hozZ8Kbb8Lf/pb//qwsuPJKuPlm\nuOACOOww2GcfuP9+eyj49VdziZ91FkyeXDT3Vlo44QRo2BANQx6Uwm8QcijmGgdzCedgEdQtgNeB\nplig10fR7DRZ4atXlIu8AUBVl0TBWDlA7+iY01T12yiwbSjm4q6GpWOtSjUiGmsK9kDwIvANtha4\nALhDVX9i6+7wTeKrqlOAo4GbROS8aL37T8B+0XVvAy7Lc+2NmAegA7a+PxyLoN/qdQoTT9QtpYhI\nBYg9DF3jcHaYbnscJ+ki79kTjo+ycVu2hK++gldf3XJtGkzgb74ZLr0Uqlbd+tg9e27u9v78c5gz\nx9bLTznFgtRq1LAAt7333r4LvqySmQmXXUbskkvojrmUH97eOVtDVfOmm7yPzaxrAvOAHFU9R0R6\nYAKqWKrWW/b5RPJz6TIReQ8LVFsqIo8CNYAPMZf3RuB2ERkWieZH0blXquq/RGQigIgsB4ZF0egb\novPi5K4nz0oWKVHVU7dyT03yvJ+EPRgk37+LpWWlEuY55yO27FMcpuz/Pe85hYXPsEsvVwIt4KHQ\nf41OSaB6dQhD6yqVStOmsHgr9a4WLIDffrOo8kMOsdfbb1v0+aGH2vp1XjZutIC2Sy+18+Nx6NgR\nGje21zf5FrcsPzRuDLvtBrGQUSJSmFGoq8l1h58FdBeR87DI8BXAp0A3bEb8FtAPW1duBIzOM1Yf\nbGb+LDZDPj165UeCLQPT2gCNMRd6G2xtedGu3lhpwWfYpRARaQ3BNXCFbPkw6DjpIRazoLD58zff\n/ssvJiD50bQpjB27+baxY23mfeGFUK/eluc8/ri53Fu1snXteEriTk6OBbCVR+JxeOkl+/lt3ABB\nIqMCbLwZyyUuTI7CRDsG3I+5okcBF2A51THgeFVdByAifwCvYQFryZnnMsz1fRbmln4zOncsuQ0Q\nFkRfl5AS5BW5+hsBK6O1aERkPVYlrUzjU7NSSXCb/f3mt3TiOEXH2rUmkrOjEhYLF9r3yRn0iSfC\nxInwxhs2+33pJZg6FQam1Jm6+WZ46CH7PiPDUsBSX1lZULmyiXmYx7H4888waZJFk4PN5oMAJkyw\n68yfD3vsUVR3X3KZOdPW8O+9F+qva8bjiac4n/MD4KwiyM1+H0up6ojV916AFUtZgRVZ+RmoLyIH\nicjdmCs8wKqR7YW5oGdh4v0ksC7a3jyqajYqus7KlOsNwB4E6mMPCQLUFpHvo2tULOR7LJH4DLuU\nEaVCHGPxHOU48dRJC99/D8OHWw62iAV+AfTrB1dcYevMw4fDk0/CPfeYe/b66624R5IlS0xkd4U7\n7rDAswoV7H1mpl33rrtsdj1sGNTOm4hThlm2DMaMsWWESkEFrmI4/egHwNEczcu8HP+FX+4RkQNU\n80vE2yVWR4FdiMidwCVYEZUngMMxIf8GE/L3yA0aew0rFXoUlrt8gKp+ICKHYU09umEu8uexXO+k\nG/wRTNAvwMqh3gS8g7nnX8OiyuthLvWk2JdJpPB+h05RY66g2KfQcS/41NeunRQGUqHCK7z5Zrrt\ncIqDeNwC+R56CDash76JQ7mcy4mlzMEWs5hbuIUZ5ik+XVXHFfS6UcBYdVU9LmVbQG5u9vdYWldj\nVV0b7e+PFVhpqKpLtjLGnUAnVe0bvV8EXKeqD0TvW0djn55sPpLHrn5YrnhtVf2joPdZUvEZduni\nRMjpbEWGXKwdpzzyzTdW+W3OHGhMY27kRhqzqVEVa1nL0zzNMzxDnATUrassW3aDiDyjqusLwYQK\nyQ5bWMT4hVi616tY4NlIYJyIjMRmvqOA8aq6gwVqAXODDxWRaZhO3UKUFgYg1o97IbZurcAJwKKy\nLNbggl1qEJGKELsNBiTgQFdrxylnrFgBDz5o6/WVgkwu4yIGMGDT/jhx3uZtHuRBVrACbd8OrrsO\nVq8WzjijEVaI5K6tjb8THI4VDwFzd38HDIrympOz3buxQilrMBf3pTt5jUsxV/gH0bWGYR20kqwC\nLscqk8WBTygHpR7dJV5KEJErILwZvhHLYnCcVNwlXlaJxy2Ib8wYWL8ODkz04UquJJPcAu0zmMFo\nRvMTPyF166EjrrFctyS33w5vvrmCeLyJqq7M5zJOKcBn2KUAy6UMR8D5LtaOU474/ntzf//wA+xO\nQ/7JjTSj2ab9v/AL93EfU5lKULEy/HU4etRRmw/yyy8WnRaPV8dcy38tzntwCg8X7NLBcMisCP/Y\n/pGO45R6Vq6Ehx+G116DikEGF3MBx3DMpv2rWMV4xvMiLyJBCMccS2Lo0M3D75csgfHj4Y03EBEq\nAevgdBH5h6ouLf67cgqKC3YJR0RqQTgMhoZQN93mOI5ThCQSVlf9/vthzRroRS+uSVyzyf2dQw6v\n8AqP8ihrWUti3y4wYgRUq5Y7yIoVVtD9hRcgkeBIVcapEgfqWS7orUT9pp3ShQt2yeciiFXc+ZgN\nx3FKEz/8YHnm330HDajPXfyTlrQEQFGmMpV7uIeFLLQE92uvtWLtSdasgeeeg2eegQ0b6JVI8CSw\nO9YhY0R0mMApInK5z7JLHy7YJRgRqQbhcDgvsI50juOUNbKzrY/4yy9DpsS4kPM5jk0pysxmNvdy\nL5/zOZJVDS69Fg46KHeADRssKXv8eMjOprMqTwB7AC9hQv0tEFQEeoJOIiSHi7F2lE4pwgW7ZHMB\nSBWr9uc4TllC1SqU3XefiXZ33Z9/6D+oGFXZXMYyxjKWCUwgCDPhz6ehQ4bkrlPH4/DWW6b2v/9O\nG+AxrDfky8BgrNxYUAE4GBLdoguvJmAaF4vI7WU9b7ms4YJdQhGRKhC7HM4OzKnlOE5ZYc4ci/7+\n5huoJ3W5VW+gLW0BWM96nuM5nuAJNpIDBx5I4qqroGJULjuRgA8+sDJnv/7K7iI8hCVHv4LV8Pwa\nCCqg9EUS++W5+AHAx1QizoXADcV0y04h4IJdcjkPtDpckW47HMcpJFavhsces3iwDAk5l79wop4I\n2Dr1e7zHAzzAMpahrVvByJHQIGpUpQqffGLVU378kVoi3A38WZVXMaH+ikio+yCJ7lu0pDSqAvsQ\n8AmXichdqroq3+OcEocLdglERDJsdn2aQNN0m+M4TgFRhffft4YoK1dCV+3GtXotlakMwNd8zShG\nMYtZSK3a6FW3wr775g7w9ddWOWXmTKoEATcCF6nyGtAJmAmE2xPqVHoAn1AVOAXrfuWUAlywSybH\nQk49uDjddjiOU0B+/tm6iX3xBdShNqO5nna0A2ARixjDGCYxiSCjIpxzATpoUO7JP/5oCdnTplEh\nCLgcuC6R4A1gb+BLIMgE+kB8/x0Q6iTVgbbALIaJyAOF2MnLKUJcsEsksYvhgDh0DLd/rOM4JZG1\na2HcOMu0iknImQzhVE4FYDWreYqneJZnUQGO6E9i2DDrFwrWTPyRR+D99wnDkHOBuxIJ3sIKan8B\nhJnAQZDozq71AuqG8B1tgQOByQW9X6foccEuYYjI3sD+cFG6TXEcZxdQhcmTYdQo+OMP6KxdGMlI\nssgiTpwJTOBhHmYV2eheHSyfulYtO3np0tzqZMCJwEPxOJOw6O8ZRELdG+L7U7Cmfc2BWuSwnKG4\nYJcKXLBLHkOhfg4c478bxyllzJtn7u8ZM6CW1ORuHUlHrAnHp3zKPdzDXOZC/QYw4mZoZ65xVq7M\nrU4Wj9M/kWAc1u6qFylCfSDED6BwuusKsB8x/sOxItJQVX/d7jnFiIhMBGao6vDo/U/Anao6Kr2W\npQ8XhRKElSENToULY/6rcZzSw7p18MQTVmQsIOA0TuEMPQOAuczlPu7jYz4mqFQFLroCDj/cTly7\nFp5/Hp5piaNOAAAgAElEQVR6CjZsoGciwRNY/vThwGdAmIHNqAtLqFPpBLwD5HA21se6wIhIb2Ai\n1qc6v3X1iap6cGFcq7zhqlCyOAuCGPwl3XY4jrMDqMJHH9msetky2Es7cT3XU41qrGAF4xjHy7xM\nEMTg+MEkzjvPCp9s2GCdPcaNg+xsOkXVyRYAg4BPiYS6F8R7UvhCnaQi0ImQGVwgIjep6sZCGPUj\noH4+24/BItLvLYRrlEtcsEsIIhJA7CI4SaBeus1xHGc7LFgAd99tqdE1pDq36z/oQhc2spFneZbH\neIz1rEf360b8mmsgK8uqk735JowdC0uX0gqrTrYaOAtzgReLUKfSDfiMusBA4LmCDqeqOcDi1G0i\nsidwO3Cjqr4YbeuNNSLpBCwDxgF/V9VEQW0oq7hglxwOgpxGcF667XAcZxusX28e7KeeAtGAkzmR\ns/QsBGEKU7iXe/mN36BpMxh5HTRtmhuJ9vDD8MsvNATGABWwtj7/IxLqnhDvRfEIdZLdgMbEWcCF\nFIJg50VEqmNF2N5X1WujbQ2BN4BHgFOx0ucPA2uB6wvbhrKCC3bJ4VRomgP7++/EcUooU6ea+3vJ\nEmivHbiBG6hBDWYxi3u4h5nMRKpVh7/dAD17mlB/+qkVPZk9m5oi3AU0xJpyTAPCGCbUB1K8Qp1K\nN0JeoJeItFfVrwtrWBER4GlgPVakJckFwDxVTabDzBKRa4FbcMHeKi4OJQARqQzhCXB6LP8YDcdx\n0snChZamNW0aVJOq3KLX0I1uLGEJN3Mzb/M2QawCnHYmeqrlWvPNN1ZG9IsvqBwE3AB0UmUEMJVI\nqHtAvDfpE+okewIVyWEdpwJXFuLIN2MZaV1VdXXK9j2wH0MqHwFZItJIVX8pRBvKDC7YJYOjIV55\n8wdQx3HSzYYN8H//Z6nRqDCYQZyn57Ge9YxjHE/xFDnEoW9fEldcYYVPfvrJGnNMnUpmEHAZ0DeR\n4B+Y+7tECXWSGNCBGNM5VUSuLox1ZBE5ERgO9FfVOQW20XHBLhmEQ2CfOLTyymaOUwBeegmefdYi\ntlu2hIsugj32yP/Yzz+H4cM33yZiWVY1a8LHH8Mtt8Dy5ZaqdSAHcjZn8w7vMIYxLGe5CfQdd0P7\n9vDrr/Doo/Duu4RhyNnAcYkEI4GbiIT6AIgfRMkR6lQ6Ap/SEOvn9WFBhooKQD0MXKGq7+ZzyLeQ\n0vTb6Ams8tn11nHBTjMishtIPzi9JP4XdpxSw/vvw/33w6WXwp57WknQyy+Hxx+H6tXzP0fEZs+V\nK+du27ABRoyADz+0BaoBDGAwg7mCKziZk1nKUqhdF/boAXvvDfXr28L2668jqpwADInHuQl4gEio\n94d4H0qmUCdpDGSRQzYnUQDBFpHaWEvuicBT9hm3GXHgPmCYiIwG7sFc5NcB/97V65YHXLDTz4kQ\nCpyQbjscp1Tz/PNw1FFw2GE20/7kE1i1Cs45x7pUbm2mPX8+XH21fZ/aAuNgDmYiExnMYG7jNov8\nBnsaOO88a721bBmceCLk5NAba9dzJ2h/kDDEhLovJVuokwTAXsSYxskicnEBcrIHYPLfGMivetpc\nVW0hIv2B24DPsbSuh4AbU47L25Ck3DcoEW/Skl5EMqZD/73hFY82cwrAQCpUeIU330y3HekhJ8eK\nh40caWlXt9xiM+0PP4QffoA1a7acaSdd4jVrmu5mZMDGjdCCFlzFVdSnPidwAutYh6JQqRIMHmxT\n+WXLLKd640Z2SyToB8wDnRwJdbw7cDClQ6hT+RV4EIB+qvpOeo1x8lLa/pzKFCLSGHI6w59crB2n\nAKxYAYmEiW9ypr1mjdX0Xrw4t3NWKrVrw9lnQ5069n5jNJ+cz3wu53KO53gT60oVbUenTvDKK/DL\nL7BmDa3Xr2f3RIIlwOPAZBD2hfjVwKGUzk/XBkA1coDj022KsyWl8U+qLHE0hAr9022H45QJ4nGY\nNQtiMVvP7tABWrSwZebXXjNhB5uRT51qIj77B9tWgxoEBMSJs5zlbJCN6Kmn2IlZWZbTFQ2QBczD\nSomqYJ+k+wNHAqU5dFSA9sQIGCwipflOyiQu2GklPA76KNRItyGOU6qpXt1KdC9YYDPtjz+2WXaN\nGtCggdUwAZgwwVzhZ55pgt5ofUtu1zsYwhDqU59E9I8gsICymTPhjDMgOxuwoJ/aQDZWCYT6oMdE\nRnyJ1RYt7bQDEtQCeqTbFGdzXLDThIjUgERvONZ/B45TQGIxaNPG9BWszWXnzjB9umVcgUWCv/QS\nXHIJ/L6gIiMYwW3cxkQmMp7x/BDMsal4r17QsKEp++efU+OXXxiOiXUOsDwAKkUXPgl4HaiFlQeZ\nDMnYtFLL7kAVctgy7cpJMy4W6aMfaGg+NMdxCsrgwfDee/Z9ImE9Ntavh0MPNe1dudJKih7O4Tyf\neJF3eZcT+BOv8wbaeW/iRx0BixbBlCm2Tq3KmcC+qtyBiTWVIVEdU+/qwIvRjpXA18BGTLRLMwGw\nJzECjk23Kc7meFpX+jgS9syBJv47cJxCoE8fW2K+915bo/71V0vpuvRSmDvXip9UoALd6MYQhrCE\nJTY1D2IWSj7HinHFRKikSjbWmSIWADWxrlb7AdOB2UB74IXo4hlYuZGZ0b7fsKYapZWWwKc0EZFm\nqvpzus1xDJ9hpwEL5ogdBce4WDtOITJwIFwZVcKOx+H22+GXuQEVqUhnOhMScj3XsyRjBdx8s+V6\nNW8O2dkEq1bRHWigyqrkgBUh52rgQkyss4EPsDjRT4ATgTpYf8zqwHzMpTy3+O65SGi26bu+6TPC\nyYsLRnrYB3JqWH0Bx3EKi3jciqWArWMHBDSnBTWowad8igQxaNXGSop+/DFccw0kElQANiYSTCNq\nv7MHaD0skCz1U/JNLBRrFlAZaBPtHw/8X7TvV6C0d3SuBNQnh0UcjDkanBKAC3Z6OAgqJmA/93A4\nTiHxzTdwxx3w449Qm9qsZCVd6cr/+J9FfmdkoGPG2EL300/DV1/RHvN2fwgEAnQA7QX8ArwFdM9z\nkUHYLPth4C/RthZAXTuX5ljPqQOL/HaLnpbEWEw/ERH1ClslAhfstBAcZAteGek1w3HKACtWWBfL\nCROgYpDJcIYSEjKa0fyX/1rB8JYtoWNHGDoU1q4lSxXB4sRiAdAIEmuB74EfMBU/FNg3nwsmZ9lZ\nKdsGAi8B/4v2NSy6+y027OGjDtZ885s0W+Pggl3s2Pp1eCD09dm14xSARALeeAPGjIF1a+EgDqJ/\noj/3cz8/8RNSbze4+hZrd/nYY/Dyy9RXZTfgCyKh7gw5h7Nzz86D8tm2OzC04PdUomgCBCgJ+uKC\nXSJwwS5+9oZ4Feidbjscp9Ty/ffm/p41CxrSkKu5gNd5ncu5nKBiZfjrcLRiRbjpJli8mOpAfWwC\nvVQwoT4Cd3Jti0ygEQnmcQjWUatMIyIJYKCqvlqAMSYCM1R1+HYP3gVcsIuf3pCZgK4+w3acnWTl\nShg7Fl59FSoGGZzN6SxjGSMYAUEIxxxLonNnePhhmDePSiLUwYK3V7tQ7zwtCPmFviISqmq8MIaM\n2m1ejcXaNwL+wJLhngTGqeraHRijN9a+s4aqriwMuwqJY7Fs/CLBBbvYkd6wv0KFdBviOKWGRALe\negvuu8+aevSgBx0SHXicx1nHOhL7doFjjoEnnoCXXiIWBNQAlqqyUIC9Iac/uUI9BXgPCyo7fCsX\n/Rl4LM82AS4ld/36R2ACFoi2B3A0ubXE12ENI0/DUr5KI82BSVQFOgOfFnQ4EWkO/Bdrp3kl8BVW\n5bUjcA4W7vf6jgyFtdssUY2TVPWPohzfZ3nFiIgEEB4EfbyovuPsILNnW6zYrbdCVvZunJU4mznM\nYQxjWNO4NomrrjBFHzEC+eEHKgM5iQR/JIX6KuAYcsV6AfAZ5iPfHgJcBFwWvVLFWrHCKV2xiPHk\nuEnejfaVVrEGW5uPEafw8rHvBzYA+6jqC6r6var+rKqvqepRqvq6iDQVkYSI7JU8SUSqR9sOFJGm\nwPvRruUiEheRR6LjBonIlyKyRkSWisjbIlIpZZwzReQrEVknIgtEZFQe++qKyIsislpEZonIUak7\nRaSDiEwQkVUiskhExotI7ZT9E0XkjpT3P4nIVSIyVkRWishcETl7V394LtjFy56QU61s5Hw4TtGS\nnQ2jRlm1sjnfxxjIQHajvj7EQyzKWg3nngvNmlkBlM8/tylXIsGGVKEeiK3FJlmPlRM9Gqi4g4ZU\nxkQ6+UqyBliLRZLXBdoCS6N987B87P125c5LEDGgIYLVeSsQIlILi72/R1XXbefwbaWRzSO3/Wdr\nrCnoMBGpDzyFJd3tgQUKvUg0CxeR87G1+AewOnUDsIz6VP4BPIPN+CcAT1rfB3towPwynwFdgMOA\nesCz27mX4ViZnb2B+4D7RaT1ds7JF3eJFy9d7Ms+6bXCcUowqvDOO1ZiNDsb9tJO1NW6vMzLBGGm\n0P8odP16y+UKojlHIkEokLMX5Axgc5FOZQJW7KQFVrFsu8ZgH+852EfzQVj0NEAVTMB/xFzHczHH\ncRx4A3tYKFEO211kdwJ+2SIjfVdohf1ENhNJEVlC7uNTUlC3+pNTVRWRZdHbJck1bBFphS1IvKSq\n86P9X6ec+nfgNlVNDaD7PM/wj6rqs9F4V2P+lW7A21gewHRVHZFi+1+AeSLSSlVnb8XkN1T1gej7\nf4nIJUAfLIFwp3DBLl46Q5ONUM1DXhwnH+bMsejvr7+GOlKbg7ULk5nMTL6Crl1J1K9vCdeq9orH\niQnkdIyEeluhITOBRdhK6Y6QBRyF5VTnYDXEHwPOxuZ0AIOxvOw3sbleZ2x9vDkmHWOxWXg3CmGO\nmiYaAAl2F5Haqvp7EVyhK+btfYqCBfd8gc2AvxKRtzCRfV5V/xCRuthv8v1tDYD9lQCgqmtEZCX2\nqAbQCegrIqvynKNY9fWtCfbMPO8XpYy5U7hgFyvhPtDNxdpx8rB6NYwbB88/DxkS0pUuzNE5vMu7\naLOm0K4dvPsufPaZrVeDCXUHyDmS7X/Mr8BE9TRyg8K2R53olaQxFio1DTb1sWrC5g8AS7FypucC\nj2JBba0wR2hTSmdDkNwiMJ2xlfldZTYmbm1TNyabi4hIMjo8Wdg1dZa93c9NVU0A/URkf6AfVgH+\nRhHpBuzog0beCG8ld+k4C3gVuJwtPQALd3HMncIFu5gQEYFYZ1vGcBwHbJI8cSKMHm0pW421CaGG\nfMInSI2a6N694ZNP4D//sYPZSaFOshBbcx6Tsi2BubE/BkawY+7r3bEcsa3xOrayqdE122Ofsk2j\na5UmwU4Ay7H5oNGXAgi2qi4TkXeAoSIyehvpW0uirw2wWTPYw0LquvaG6OsWj1+qOhWYKiI3YD/1\nY1X1LhH5GTiYXW+AOh3rET43ejgodlywi4+mkFPV/u4cx5k7F+68E774ArKoQksa8gM/EGRUhA6d\n0Z9+gsmTNxfq9pBzFDvvOG0BnJ9n28tYsFhPdnyteRGbB56lMp3chiBrozHj2KdsgpLdEGQjsBi7\nv0VYwNxvRE3AsflgolBC6P6KlW7/VERGYv6IBLZgsAfwiaquE5FpwJWRyO4G3JBnnLmYgB8lIhOw\nn3h7TJDfju6mO+YjSVZpuw4L+FoC/AeoBhyQZ017W9yL5QM8IyK3Yv6W1sCfgLOKo966C3bxESm1\nz7Cd8s3atTB+PDz7LIQiNKQBi1nMHPkJmjYjsXo1zJix6fhNQn0kOx7ZnZdMtlw1zMS6UtWN3r8L\nrCLX3T0NqBGdl4PFBv8MnJrP+Mm2m8mGIJUwqZiGPSz8RMlJDskmV5iT4ryc3PlrIJCIYfKQYV8T\nyxDJ6FTQS6vqHBHpjBVOuQkrnLIeE9VbsbQvgDOxaO9PsQJ1l2NCnBznVxG5FrgF6yY2HvgX9lMe\nhonxXGC4qr4dnTNeRCoAlwC3YQsYz6eal5/JKddcKCI9ouu8hT02zgXeTBHrvGNsc8ydRbwJS/Fg\nT5O1roalsbIROuqULAZSocIrvPlmuu3YOqrwwQeWqrV8OVTWKsSJs54NaK0aEIvB4sXWrEPVhLod\nFvi1q0K9LR7DcrGThVNexmpunR69/wgT6VWYbu2GJQo1y2es5zG3d9eUbQuwhiBrsLlecQt2Alu5\nTQrzwuiVdEQnP4YUzLMcRm+SS64hVapk0aRJQypVqsT06dPjQGVVTbqjnWLGBbuYEAlehkOOgrc9\n990pAkq2YM+fD3fdBdOn26w61Aw2sAEqVoTKlWHZslyhJkWoK21nYMdYj7mwc8VZWYyQLCZqLu2t\nIGRkVNIGDerIHnvswX777cdhhx3G/vvvTxClzX3wwQf07t0boL2qeiOQNOEu8WIjox20dbF2yhXr\n1sGTT1r76SRxVVQSULmKhYdvsAlbqEq8XbRG7UKdPwqsxEQ5KdALsCj4JCbOm7vxIrEOggrUqlWd\nli2b06VLF/r27cvhhx9OVlbWNt1+7dq12/QtZbRzV1RB7Sdgb1X9Mt325IcLdjFgEeJBU0vVc5yy\njyp89BHcfTf8/vumuDFCQuKSIKE5sNZUJEgkSOwJ8aNxoU4ljq2y5nVpr4/2b+bSTiEBEJKVlUWT\nJrvTsWNHevbsyYABA2jevPkumVKnTh1q1qyZs3z58vZsvu67S4hIHSyQrD+22LAcK2JyfRTlXaSI\nyKNAdVU9LmXzPGyRZGn+Z6UfF+zioQEkMl2wnfLAggW2Tv3xx5u83AQEJEgQJ25dteJxE+o9IHE0\nFl2dDj7GWlFkY7LRH0vdyo9vsQKTizAxrYtVPmuVcsyuNgNZy+Yu7V8x2Ui6sfNzaSuAkJlZWRs0\nqCNt27ale/fuHHbYYXTv3n2TO7uw6NChg0yZMqXd9o/cIV7E9OdUbFa7GxbhXXtbJxUlUeDY4nRd\nf0dwwS4eIqVukV4rHKcIWb/eXN9PPpk7o05+TZCwMqKJBGE8TjzdQg3WJ+otbK18dyyi+3Gs3EaV\nfI6fi/1PPgQLgpsBPI1VPqtPbjOQA6Pj/g8LWktWOHsXqzuewMQ/VZyTtbMkeuUV50SuO7tVqxab\n3NmHHXbYdt3ZhUXr1q3DadOmtdr+kdsmqsndE+itqlOizfNJ6QYmIo2xMqV9sZ/Gm8CFqro42n8t\nVvz139hMvSaWqvUXVV0dHTMIqw3eCgv9m461gbkcGAJo1ANbsVKhc8njEheRo4HbsWj2D7G/kHGk\ntPUUkZ5YxPu+WA75y8BVqrom2v9X4GKs9M4K4ANVPWFXfnYu2MVDi82+OE4ZY+pUCypbsiRXpAVB\n0U1CHSQSJNpGru/8BLG4mYp9xCYzLY/EqlzPwOQkL3nbcB4MfIclHdVn82YgMSwfe270/Wxy63y9\nFZ0fRO9TXdoKaK47e6+99qJXr14MGDCApk2bFuBmC06TJk3AYuELSnb0Gigi/8sbdW5LiLyKrdb3\nwmL078OacqR2DWuJCXB/oBbwHNayc0RKI5DLMAGtGo0lmADvGW07Pdq2DHts2/TbiFqBPgfciRWZ\n7Yw9IKQe0xJ7ULg6Gqse9qAxGjhLRPYF7gb+jP3F1Yrs2CVcsIuHllBvI1TysqROmWLRInN/T526\npftbo47FQSJBog0kjqFkCDWYS3shm390CvZM/csOjqFYva1KwGpstpwJPIFJTbI9xdf5ng0JyMys\nsik6O+nO3m+//QrdnV0YNGnShI0bN9YWkYo70G1rq6hqXESGYAsE54vIdKz62DOqOhPzYbQHmqnq\nrwAichrwtYjso6rJJqYCDEmZyT6OPUaNwKqkbbURSFQGNVNVl6RsS46Z5BzgO1W9Mnr/g4h0xMQ5\nyZXAE6o6Ono/R0QuBiZF3cEaYw8nb0Qz//nkVm/baVywi4eW0Krk/Q90nF1kwwYrfDJ+PMSTqUOR\nQicif26gWvKEOskazNGat2pZFtuuOp1arvMTzJU9CVu3TvJzfieG1KxZnZycjYRhyKBBg7jzzjuL\nzZ1dGKTM8BuzC52mUlHVl0TkDeyRqTtwBPC3qFd0NWB+Uqyj478VkT+wmXFSsH9OinXEQnLL42y1\nEchOmNkW+y2n8nGe952AjiJySsq25O+0OfAOFsz2k4gk28S8tI2yrNvEBbtYyGgNrXe05YDjlGg+\n+cRKii5alOv+Bsz9TRQf1ToS6q2V8SwNbGDLcp2LyS3XmSRVMgjJyqpK06YWnd2mTRueeOIJZs6c\nSa9evbjkkks4/PDDad++PcOGDaNDhw7FciuFQeQSB3OLF0iwASJX+HvR60YReQgYibmdd4StNtXY\nViMQVZ1bUNtTyMIq1N/NlhWx5qlqTlTZ7aDIjpHAdSKyb3INfGdwwS4WpEFuPz7HKZ0sXgz33ANT\nptiy9GY1l0RsRt0qEuqq6bJyB6mMfbRnR+9XYaI8J9p2N1b1bFO5TrYIBIvFKmijRg02FRs54ogj\n6Nq162bu7L59+zJq1Cji8TgzZsxg8ODBVKhQgd69ezN58uRSJdi7774pfL7hto4rAN9ia9LfAE1E\nZHdVXQAgIu2wQrFbW2DIl/wagQB3YY9j25tEfY/N/FPJ2yR1OtBOVX/ahg0JrK3n+yJyPfaX1Rdb\nW98pXLCLhXjt3ILFjlO62LjR2l4+9hjkRLNLTSQXqANbo26ppUOo4+SW64xhIUXxbZ6BSCZ1ateg\nVauWrFmzhpkzZ5KVlQUgDRo04JJLLqFfv36bjn/nnXcYOnQo8+fPp169ehx22GFkZ2cjIixdupS+\nffvSvHlz4vHtXLiEUalSJbKysuLZ2dn1CzKOiCQDxB7Bmn+swoq6/g14WVXfE5GZwJMicgkWdHYv\nMFFVZ2xl2LzX6Ma2G4H8jM3A22B/ESvyGWYMcImI3EJu0NmQaF/yUe5f2APBaKz2+Wps/f0QVb1Q\nRAZgkREfYIspA7CZ+Pc7ch958XXVIkZEKkK8kgu2UxqZPh3OOAMeeigqSJawjwyV6MOjWYLEpcAp\nlDyxXo+tHn6MxRw/gCXf3IdlAW8gX7Fu06YNJ510Ev369eP4448nkVjP4sW/MXToUGbOnMnAgQN5\n7rnnePvtt+natStHHnkkX3xhcUSqyp///GdOPfVUateuTWZmJg8++CA1atRgzz335Nhjj+WII45g\n6tSp9OjRo3h+DoXIbrvtlqDg7sJsLInuYizYbCbmKh6Dua7BMtiXR/vfxmLsT9yJa6zEEuzewMTx\nelIagWABb99jqWSLgQOi7anNPn4GBmGz8i+wLuc3RrvXR8fMxCrMt8ZEeTrWFWxBdNwfWEvO97CH\nhXOAE1X12524l014LfEiJsonnGeR/3nzQhynsCjcWuJLlsD991uv6iCwGbWiIIKooi2wLNhqhXO9\nApFarjN1vXnLcp2byMiorLvvXk8qV67Mr7/+ytq1a+nQoQOfffYZU6ZMoWfPnpxxxhnMnTuX999/\nH4A+ffrwwQcfbHH5atWqcemll3LNNdewZMkS6tevz+DBg+nduzdz585l9erVjB49mrFjxzJ06FCy\nsrK4+OKL+fvf/15UP5Eio3fv3vEPPvjgOVU9Kd22pAMR+TtwjqqmJcfOXeJFT93NvjhOCSYnB158\nER55xFzhAIkEICAK2kzRgWxZqavYDGTLcp2LyC3XmSe3WSSD2rVr0qZNK7p06cLBBx9Mv379qFy5\n8hbR2bNnz6Zt27bUqlULgEcffXSz/RMnTtzCHFWlWbNmm86pW7cuDRo04JRTTqFv374ccsghnHnm\nmeTk5DB69GimTp3K3nuX3ha7u+++exiGYaN021FcRKlZn2Bu855YXveodNnjgl30uGA7pYIvvoA7\n7oB58+y9IJFQK9pU0WMpXqFeS64w/4Y5GX9nK+U6A6pUyaJZs8Z06tSJAw88kAEDBtCo0Y5pi6py\n8cUX07Nnz9RGF9vltttuY/Xq1ZxwQm7hqmeffZaLL76YYcOGMWDAAM444wxuuukm+vbtS2ZmJj17\n9uT3339n6NChXHDBBTt8rZJAnTp1CMMwb2fxMkdUAW0g5uq+BqukNg/ro33LDo4xEZihqsMLyy4X\n7KLHBdsp0SxbBvfdB++9Z+5vQVAxEaMJ6HEUrVArubnN/8/eecdHVWZ/+DkzIVSlCFJUFFBsoGLv\nvVAU0RUXOxYsrH3Vdd392d11d+3YdV3Brou9dyxrA8FC7xKUXgMhydx7fn+cO8lkSM/M3JnkffKZ\nTzL33nnvmWRyz33Pe873LMZmzb9SnsGdJNeZl9dCu3XbXHbeeWf23XdfBgwYwB577NEgsZGRI0cy\nZcoUvvzyy1q/5tlnn+WWW27h9ddfp2PHjmXb999/f779trxcd8aMGTz99NNMnDhxo9KuQw45JKcy\nxTfZZBNIYbGeiHTGhEgGYvKfq7D16meA0bWpVxaRQ4BPSJALTRWBs62vwz2BjUvPGoRz2OmnE7Tw\noaVL8HNkFZ4Hr74Kjz9uCWWC4PtBPHlL4HdYIU0qKcXUlpND2vHLWsKsWSSP9u3bsv32vdlzzz05\n8sgjOfLIIysNZzeEiy++mLfffpvPP/+crl1rl0/1/PPPc/755/Pf//6Xww47rNpjL7zwQu66665G\nUdq1ySab4Pt+Shx2IP35P0wT7lpM3b0Y6IslZxUAb9ZmKOy2L6tEaOoo0lIrnMNOP22gjYfLyHdk\nET//DHfeCfPmJW4NHPVJpMZRx+U6ExPBVlBJbXOEli1bsfXWW7LHHntw8MEHM3DgwFqHsxvCxRdf\nzDPPPEPr1q3Zfvvt2XXXXRk1ahR77bVXpcd/+eWXnHPOOcyYMYP8/HyuuOIKpk2bxuWXX152TLys\na/Hixey0005069aNQYMGsWrVKkSEPn368PHHH1NaWppzpV2bbLIJnuelqmXLQ1iu/h5JUqfzgDeg\n8h7VQfOQlZgYyXysxlmBlSKi2Mz8nKqaf8Rn7SJyDjZ73hZbbBmrqpcm2NFJRF4GjsEWZP6oqm/E\nd1jvC/wAACAASURBVIpIH+CfmFrbOiyb/QpVXR7srxASF5G5wKPB+YYG7+FWVX2str8w57DTT3MT\nGHY4wmflSnj0UXj3XQt/l9ENu4S0r8egPuaIk/s2xxXAEvo2R6P52rlzR+nbty8HHHAA/fv3b3A4\nu76MHDmSMWPGUFJSws0330y/fv145JFHOProo5k5cyYdO3bkuuuuY+HChYwePRqAzz77jNmzZ3P9\n9dczePBgvv32W6666iqi0SiXXHJJWVnXX/7yF/bYYw8OP/xwbr75ZgDatWtH27Zt2W677SgoKODj\njz/mr3/9a8bfd02oKsXFxRQVFbF+/foKjwULFqCqeSLSXFWLax6tcoJa7KOAa2uhS15dKdMvWCzo\nv9h681qgqIbmH/Fksjuxzl3vBPuTW75cj9WGXwVcitWFd1fVVcFNw0eYA74Mk+L5B/AiVv9dFVdi\nWue3Yf9xD4nIp6paK+U4V9aVZkTkDuhxKcxxjT8caaT6si7PgzffhEcesTaYZWVaXYDfU3tHXUJ5\n3+bFbCzXWTZrjrLppm3o1asnBx54YGI4u97vMNVEIhFUFRGJN34AoG3btlx77bVcc801tSrt8n2f\nXr16MWvWrLKyrqKiIoYPH87y5cvp3bs3o0aN4n//+x/nnXceAEuXLq1XaVdpaelGTrSmR2WOt7Cw\nkMLCQtatW6fr1q2ToqIi4o/i4mKq8wvNmjWjtLS0k6ouq5PxCQTCJl8DJ6jqawnbl2LNS8G6Xj1M\nNTNsVf0sWMP+GGif0PKyH1ZjvU1C84/E8xcA/1bVG6qwzwduVtUbg+etsKyK/qr6flDedaCqDkh4\nzZbYDURvVZ1VxQx7nKoOT3jNIuB6VX20Nr83N8NOP82tnY/DEQ5Tp1r4e/bshI2dFE7Bmv1VhmJz\nlbhzjoe0VyYcEwF8oXnzFnTbqgu77747Rx99NIMGDUqUscxaiouLadWqFWPHjmXw4MFl24cPH85X\nX30F1FzaNXHiRAYNGsS1117L2rVr8X2fzTffnMcee4yLLrqIiy66iB122IEXX3yRq6++mjPPPJPN\nNtuszHFeeeWVFRzpunXr4s5U161bR1FRkaxfv57i4mI2bNhQ6xC6iBCJRBIjF6qqqCqe5yWu9dZ5\n3bfU6v1a1HRcPdkL+2Q9CzRvwDhVNv8QkU5YTOnjGsb4Kf6Dqq4XkTWUNxfZFThcRNYmvUaxtp+z\nahozYFHCmDXiHHb6adGwz53DUT9WrzaFsrfeSgh/b4Y56o4JBybKdSaGtOOByuCSHo3k0aFTe3r3\n7s0RRxzB4MGD6devX1a2gozj+36lM8x4eNfzPCZNmsSSJUvKts+YMYN58+YxcuTIjRxpMCNl5syZ\nEneekUiEESNGMGLEiLLzXnzxxWU/T548mfvus9LdW2+9tWx7JBIhGo2ihvi+nzizbVACVeCYEx18\nqhOyGuqw493Bt0/cGKiLxdtfQnnhXqL9NUYrq2v+QfX92BKpsrkIlin/OhZST/7d/lbPMWvEOez0\n0xxaZFX2oqNx4/vw9tvw8MNQFFz2/DbAmdhlZjEwm/JZ81Iq1jZrhNatWrHVDluy3377MWTIEI46\n6ihatkxdpEhV2bBhQ63Ct9U91q1bF39oYWEh69evLwvvbtiwgZKSkhptueEGi4rGZ6Rxx/n444+r\nquL7vvh+WcH3Rv/LCfvqhO/78dc25PpQoQULmcuWbtCHQVVXiMgHwMUiMqqa8q14v+qulPeR7kfF\n9x3/I2/UzKOy5h+qeo+IzMPWmsfV8y18j0mOzg9uDjKCc9jpp7kr6XJkiunTLfw9M57CEsEub0XA\nGEzCk/J9zaL5dOrSkZ133plBgwYxdOjQCiHbuAP94Ycf6rxumrBOShDeLXOkNa2TJhJ3pInrzIEj\npTpHWleSxqO0tDSjN9rxtydS9lARi44kPCQaLX8ejdrz+LZoFMnLs+eJ3xMfzZrZI/Hn/Pzy5/n5\nGz+aN7fvCxbAv/5lv64UvOWRwBfAeBG5CWsE4mMdsXYAvlPVDSLyNXBt4GQ7A7ckjTMfc+DHicjb\n2Kd9Z6pv/nEjlvC1FEs62xTYX1Xvr6XtDwDnAc+LyD+xtMvtsIyQczVNyWHOYaefFs5hO9JPKcXF\ncOGFSdnfPjYvqSDXKWy55Za0a9euzCGPHz+eL774giuvvLLWM8ZK1kkrc6QNpqrxEhxbBQeX4OQk\nwbGVfU/8efFiaNECunYt3zd1KnTpAt27V3RyiQ4u7tiaNYNJk2DaNLjoovJtcSc3frztu+wyS/w7\n91wYOxY23RRuuAF22w1+97uqf8Up+yWmiGj5HLbBtqnqnCA57DqsLcuWWB32FKxc6qHg0HOwTljj\nsYYd12COOD7OryJyA6ZA9gR2a/oPrPnHZZgznk9C8w9VHSMizYErMPWyZVimedmwlZmccM7fROSA\n4DzvYeue84F3E5x18hjVjlkbXJZ4mhGR1+HY44KyQocjTfyOaPRlEnOS4g41/nPcmcb/55NmdBqf\nxCbO6OJOLHHGlui8KpvBVeXgkh1dsnNLnM0lP+IzwFTyzDO2dPDrr9CqFeywA7RtCxMmwOjR0K6d\n5QAsWwZ//rO95sEH4ZtvTB2upATatIHCQhg2zLqagTnp++6D5cutZ/iYMRAXQjvrLFi1Cq6+Gm6/\n3aIh229fuX3ZyNSpMHIkALvGs7YdmcPNsNNPCRRnnQqPo7FxGp73MmAFpeswZ6HqEYmU97GO066d\nzSK33NK+d+mCBN/p3Dn1zjEb+eknc6AFBea4J060933nnfb7AXPMS5eWvyYvz/ICYrHymw3fh82D\nPF9VuO02OO00c/wzZsAXX8CQIbZ/661h7Vq44w5z8rnkrKFC9MZFDUOgCfxbhk4xFPtUkhDhcKSO\nISAQVegNfAk0R5nmw+O+1a/MInDkCKtWKatWmUMRIWlmDu3bQ7du9ujatcyp06ULdOpUITSas9ye\n0MLhnHMsq/6EEyoe86c/VXx+/vn2SOT66+HHH2HQIBtjzRo4/ng46SQTqYk3U/n5Z3P+Y8eWRzdy\njQS7ncMOAeew0098hu1wpJEIaA+86FwmenAx8BiWuXNH0pGFKC8CrwCTfEsa94O+lIqiajPLFStg\nypSNHXokApttVu7Qu3Sp6NQ32yxpHT1HKCy092r9LWrHzJn2Ozr3XHverh106GBh8X79zJEPGGC/\nv3vugWuvzV1nDRUiNbFqDst6ROQ34IbaCpZkC85hpx/nsB0Z4kjwHsPfCR6fYqm2Iyo5qg2WxXNO\nwjYfn2+wFkmfY9JShSKIH8GjoliH79tMcelSmPyzVRLFEg6JRm3NdostzJHHnXn8e/v22ee0VOH+\n+6FPH9hmm5qPP/lkW4v2fRg+3JxynBtugAcesPH22Qf697f18n79LKR+ySU2Cx8yZOMZfbZTXC5G\nuq6+YwQqYlUtEypwk6reXN/xGzPOYaefEkt8dDjSzYXAY7ATsARGLoNdgH1q8coIsF/wKEOVAjxe\nxlom/QQsE8FTiGCOPOYpUaJszmY0pzlRoqin+It95i9ez9ToWkooqTBDz8uzNd+4Q0905l27WgZ1\nph36PffA/PkwalTtjr/vPlvLnjLFwt7dusHhh9u+Pn3goYfKj12wAD780I679FIYOhT23tuS1Hbb\nDXr0SP37SRcbylW/11dzWE10Sfh5GHATtpIT/6sXbvQKB+AcdiZwDtuRIXaHSDOYXQojQO+A40ut\nqqtzPUfcEut6UNbCSJUNwPt4vI6tlc/HY4ksJaJ2vfWDEt2WtKSntx3bsi3taU8ppRRRxJLYEhb9\nuojZv67g57w1WuLHxEuo2srPh803R7fcEkkMtcd/rkvIujbce69lft97r4Xza0OXwOX06GENVUaP\nLnfYydx9t5V8+T7MmgWHHGLvcZddrCQsRx12vWfYqrok/rOIrLZNujTxGBHJBx4BDsOkO+cD96nq\nQwnHHIWVg+2EXWR/An6vqouC/ScCfwn2rwE+UtVTE06ziYiMxgRQlgE3qurohPG3xhqEHIktAYwD\nLlPVgvq+94biHHb6KS4X4slmbgoeiexAuc5AIhdiTWruIeFSXgmPYyWRPwfP98D+vxJbFz4D/Bn7\n/x+O/X/EmYd1tpuABXIdNeLvDDMnwWDwhsOyx6xb5sfUQs+xlrQABgePMlT5EeU14EPsU7NCNjBZ\nJzONaRXC6puxGduyLXuzNz1jPaUHPcgjjxnMYBaz+KXkFxYXLJZpBcuZlLdOS/yYJJZht2xZPkPv\n1s2y2hNn6HXpL3LvvfDllzbD7lzPuxrPg9JkwcmAt96yiMF++5Wvkcdi5rA9z5x4LpGiGXZtyMP0\n+O7FFOwPBh4WkQWq+mZQQ/0ycBf2EW+JiaMAZc76Bazj1lisZeIxSee4Brv43AScBjwWdM6aH9ww\nfIjVWMcDTzcAb4nIbukSRqkJ57DTTxGsz7IVu6rog+nlxz+LlX08XgG+AWrT3GEccCqwP3aZvx2T\n9Z2CKQ0ux1ZZxwA9gIGYONHA4PV/wPQTnLOuPcdD4STTXdoCvAHw5TvwJ+zKlk52CR7/F9+gylLg\nDTw+AL4DCkR0uS6XFaxgPOPLHHmUKFuwBduxHX3py2AG05OedIp1EkVZwAKmMIXZzGZB0QIWz1/M\n5F9WMiG6jhLPI/Hy2aqVOe/EkHvcmXfubA4fbOb78cdWhtWihSXZgdVW5wcdcZPrsF991cbo3t2e\nT5oEL71UufjJypW2dn3//eXjdu8O//0v7LGHlZGdfnoqfvOZY8MGEKHU9zWtSWequh64NWHTUyJy\nMHAytkLTAWtp+aaqzg+OmZZw/F+AJ1T17wnbfqYir6jqEwAicivW+vIQ7IJ0JrBWVctE4UXkbGAV\ncACm0JZxnMNOP8tgVTRzEr8NIQ/oVM3+hZhw0HuUO9XqeCrp+ePYze5HwOnAHKAddoMMFv2aGoz9\nHHZTfHwtbXcY5wM32dxkM2Af0Hlw91TYE7t9yiSdSEpwU5UY8AnKO3h8AcwAVovPL/oLBRTwCZ9U\nCKv3oAfbsi096ckhHEIPetCGNvYvFYMYMeYxj6lMZQ5zWLB+AUvmLOGHuSv5JrqeUs+v4NA32QS6\ndEFnzrR/yMsuK98nYqVcxwRzseQ67KlTbX26pKQ8o/yss2xdGspFU1assH0nn2xZ4wDr1sH69fD+\n+/Dyy7lZh11YCJEIyR2q0oKIXA6cAXTH7vjzga+gTGnsBeDTQJP8Q+DFhHD7LtjdfnUkduNSEVlM\neeesXYA+lXTjimLduJzDbqQsA19gNeacspmZ2My5BRYF+juwVbBPsZvOa4Ad6zn+OqxZTbyn43ZY\nZO2H4DzfYfK8q7BIVn11+Zsy3UDawJxCSxMHGApyH5yzymIou4RpHnbROSp4lKHKdOB1fMZhn4hF\nkYgW+UUyhSlMZzo+vvXwBjqwGduxLb3oRQ960JOe9Kc/zRID/4FDL6GEOcwpc+gL1y5kydol0kKW\n6QYtliQzeOABm0lvsYXNzPv0MRGUNWsseeziiy3EvWwZ3HWX1VcPHVpRNGWvvSxbPDF57tFH7biT\nTiJnWbsWRFid7vOIyHBshn0ZJkm6FgvelN3iqOqpgbRpf2wGcKuIHKqqkyjvNVcdNXXj+h9wNhvP\ntJYQEs5hp59l5d+y2WHvCzyJ/T/8hmnjHwRMBlpj4ex8rMK3vvwJuyE4MnjeDhiN3URvwNawj8Sc\n9qXYNPFYLN/jBqBq0WVHAroXzPnE2mZGsRLtERC7C47zYCJVt8EOk+2Bq4MHAL4vq4C3gA/xmADM\nFmE9sEKX8w3Lqwyr96RnmSPfnM3ZIfhKZKSOlHzyWcQiVrCC9rRnFatovbYDq6cJBTNWUSwbKPUq\nLleOGmVh7mCmzsSJFhpv1cqEU157DZ580gRm5s2z1/z8s83Ov/8eDj64XBkt1yi0/O0VGTjV/sAn\nqvrv+AYR2Tb5IFWdiH2k/y4i32NZ55Ow2fMR2Dp2ffgeGAAsqqaTWMZxDjv9JDjsjT5vWURiPkYf\nbHq2NfAi1qv9Puz/or7cHow1DnP8cY6nYth7HPa/Ngr7fb2ARan2xpaXEhs5OypnGJR8Yq0z4wGS\n1uCdAQuftHbYb5Mb0nvtsGyg0+IbVPGxqc9bwFd4TAGWRSJ4vscvVB5W34Ztyhx5T3qyFVsxnekI\nwtVczY7syEu8xLu8y9Zsze3cXtaPaj3rmcY0HuAB5jKXztqZUi1l9eqVTF9tB11xRbnNS5faWvXs\n2SYg8+678PTTsNVWsPvuueuswRy258WvaWllJnCiiBwOLADOBfoSZMGKSG/sTv9N7JPeB9iG8izZ\nm4A3RGQ+1tSjOXCUqiZmtVbHaOBy4NWgk9ivQE8so/xGVc3E72AjXPOPNCMiXYFfrfnHsWGbU0f2\nxgKXmwN/pGJkyMOiR92xtejquAPLDv8I6/VYFSXA7ljmeCQ496IEW24ABtXpHTRNNoC0hEOxe5xE\nPgM+tthiY1OmmAe8Rvkt3y+RCCUJadhRohXC6gAd6EB/+tMj+LqES9iETXihionZOMbxT/5pteV4\ntKAFJ3ACu7ALP/ADz/EcLWhBCSVx3biNxohGLQFu1103Vonr0CH7RGUSuewyvB9/5MWk8qh6IyJn\nAXeraoek7S2wUpTjsBDbM1gI+wBV3V9EugEPYiUnHbAEm38nJpmJyFAs+Wx7bE3yQ1U9Pdj3K+Z4\nH004fgrwpKr+M3jeFevG1R8LkRcAHwBXhTXrdg47zQTlAcXwHyzkmysUYs74Zmx+81vS/qOxNe2z\nsbXoqvgnthb+PhXLuSrj/7DQ+L+wqNaRlAUo6IfdNA+u/KWOJLrAVottXpLMU8BseJXGn9K3Hmt2\n/AG2EDoLWB2JVKinihKtUHYmCIdxWNlsPB5Wn898ruZqhjKUvdiLZSzjOq5je7bnfiwVfChDuZIr\n6Uc/ruIq9mEf3uEdfHw2sIGudKWUUuYwh/xIVGMSk2RRmU6drClLZTXobduG69DPOIPSggIeVtXq\n6jkdacKFxNOMqpaI5K2D5a3DtqV6rsZuZrfGblZvwCp3TwHaB49EmmGCRYnO+ixsjfpvwfN/BOM8\nhzn/xcH2Nti6eCJTgJcoD7vvgM2yn8BkP6ZTs8N3lHMwLHzJ5CSaJ+06DeQuOLXQFupyLFG5TrTC\nMh8Ssx983+ct7NZvW6AIj98ikbKe24ryafCVGFbPJ5/WtCaffNaylilMIZ98pjCFFaygAx24gRt4\ngAe4n/vZh334nu/ZmZ1pTWte53W2YAtKKaUXvRjoD5QTOIGlLGUyk5nFLObH5rPot0XM/m0FP0fX\naomWViYqU1aDntiUpWtXKx1Lp0NfupQIFqJ2hEDWOWwR+QSYqKpX1vL4SkMqScfcAAxR1erisWkk\nuhwWZ7nDLsCKfpZjxTgHAl9jtUGVUdlVYQEVV0YfxqJYyWmxN2BZ4IlcANyN6R+AZao/CYzEQuUP\nYLXbjtpxDvgvmT5U76RdQRJa8b1wnG+yNCkWD8tqIliJG9gCzAsAvs9CrF4nCnTHZ14koht8+6AX\nBV9rWMN93FcW6m5FKxTlKZ5iJ3aiJz25j/toRjPe4i0KKGA607mLu3iN1xjAAA7iIIYylKVYvVgn\nOnFo8FUBD1GURSxiClPKRGUWFSxiRsEKfsgr3EhUpkULqxOvrAa9Sxdo3YCrUGEhFBcTxTns0Mi4\nwxaR/wBtVfXEhG0nYYG66+ox5PNY/klNhBj79+bC/O7hnb82PFfH4ytbt/446fncOoz3eSXbBmIr\nk466c7RlPM3xN3bYAG3BGwZznrW4yFiyXyUglXTEHPermErG3tjtItiy/9vAn31fFmAxpvewi8yc\npMvI+kDw6w3e4FVeBUxnvTOdWclKNmVT+tOftUHp8lKWUkDBRmvpVSEIXYOvIzii4s4Y4uNTQEG5\nqMyGQFRm/gom5NVeVCb+iIvKVEZCPfovNRruSAuhz7BF5DwsJfgCVR0jInVapFTVYjIg1i0iear1\nVffx5sKcA8iC37ejqRABvxfMmln1Ib3BOwBe+dKyBq7JmG3h0wxbYGmJxXoWA7sBbTH5HrB0x1+x\nNMdBWJ3E2Vj6cDMsBhSPTCzJE7zg6uDj81uQ87GBDYwJvgCeD742ZVNKKKGQQhOBqScRInQPvjYi\nZrbMZS7TmMYsZlGwvqBMVObb6DpKkkRl2rSBrl3RLbZAkhPiCsoVtN0MOyRCdSAicg0WH/29qr5e\nxTH52KLoMKzK4yfgWlUdF+w/C7hHVdsnvOZaLCW/JbYwurSScc/DpOh6YFPBUXFh+UD0fW5wzpHY\nDfiFEPzX1Z35MM9l9zkyzDGwbKZJTlQV8z4K+AWuXWBpfUdVcVhj5EosDfRhymfYMyhPDe1CWWUX\nAM9iqcoPAoldMVsCm8ZiLMNm4R9hEkDT2TisV0IJESKsZCUvB1/tac+2gQhMvH68O93Jr1D+WD8i\nROgVfFUgQSVuNrOZylTmMpcFhQtYOnOpTJi9UosjRVISqyh2LoKqbpSBmjaCVpxDsADQy6qatmrE\n8JdOayY0hy0itwMXAYNU9dNqDn0Ay0A6GUtVPgF4R0T6qurs4Jiy/wsRORm7CbgIayZ0JuUqHPFj\nTsOUQf6ApSP3w4TfC1U1UU/z79j/dW2Vc6piHixrBkWUr9E6HOnmQuB+W73YtZrDzgK5A4ZusA/6\nNhmxLXxOxmoQEmfY71EuzruIilPJx7Bixj8EjzhnYamRHYOfz8KyQS7FlPLHYZnqH2Ji1h4VneBK\nVvId3/E935dlq0eI0I1u9KZ3mQBMT3rSmc5IChcv8shj++CrAj6CbzcY04Ovd3iH+Tp/WUxjDdYR\nF5HO2BLoQKwp3Cosif8ZYHRC2VQXrPkH1DKJpYGON6snVhkv6wrWsE/BokpHJDvrxKQzEemOOdqt\n4i3TgmM+AL5R1b8mJ52JyJfAhMSyAxH5CmiuqrsHz2cCf1XVFxKO+QswUFUPSJhhX6qq96fgPR8I\nfG6qYTs1dDiHo/ZEWkDf4opTwspYDnn3w45qrV3cbWV6mQm8jpXF/wwURKNa4vtC0vU4EihlxrPV\nm9OcHvRgO7ar4Mg3yUDa4E3cxGd89pmnXnJ1f50QkR6Y9s0K7H7pZ2xZsy8mhv+Iqr5Zz7GjwF+B\n4+PX+zq89ob6vC6ThDXD/gG7Ib1ZRAaoalW9VftgSZszRCoUK+RDlWo7OwIPJW37CpORQERaYcmg\n/xaRxxOOiWJ3eYlMqOF91JZZ5d+cw3ZkEL8vzBxfc++ZzSD2O5j8X8vXH13D4Y6GsR0mRfTH+AbP\nkzVYstuH2IVnTiTCGqhQM15MMdOYxkxmVkhca0d7tgsapMT11VMVVo/zC7+U+vjTaj6yRh7CSj/2\nUNXEyOU8TGEqcVlyN1X9MdjWFpttH6qqn4nIIcAn2Cz9VsxfXIBFWDUIpytwdpAf1Rbr3zsYK3b8\nDrgyPn4uEJbDXojV+nwKvBs47cJKjmuDqdzsDklxJFP2qA/xDI/zgG+T9nlJz+vdpD2JxRDdALNa\npGg8h6OWnAjrx1sWR02SmH3AnwtPTYB9qBj2daSfTbGkmWHxDb7Nq78iLsNq6+JL8vLwkqLSq6oI\nq3elG70TtNV70ateYXVFKaAgggUH6o2IdMBSJa5NctaVn7Z2/B24Clv82YA55WMwLXGBsmYl/8X8\nxjHAGsy5fygivVU1ebKWlYS2hq2qCxLukN4VkWMqmWlPxGa+nVX1y1oOPRW73jydsK2ssbmqLglk\n6Xqp6vPVmVjL89WItW5rPhum75yqMR2O2jEC5Dq7lNVGw/o4oAAuW2xrugek1zhHDUSwv0GFv0Ms\nxnwspD4O+BFYEI3qBt8XT8vnHD4+CyngN35lHOM2CqvHW5bGQ+ubsmmVdixjGSWURKnYc7o+bIs5\n0RmJG0VkKZZ4D3A/lguYfFdxSiXbAP5PVT9KGKsQiKnq0oRtB2Dl95urarxL1zUicgI2eUyMttaZ\nuuqH1JdQs8RVtSBw2p8C74nIgKT9M0XkWWCMiFyFOfDNgcOBH1T1nUqGvRf4j4hMwJLOTgd2JiHp\nDAuZ3Csia4B3sfDInkA7Vb0nOCbFEcGSiTBxe1xplyOjdATaKrNXS/ltaw2cC9wBQ0rMGTi5muxj\na+CS4AGA58l6LGnufQIZVhFWRSL4XsXAYdVh9XYVGqT0pGdZWH1euR5CQx12W+za+ljQz3ollut4\nPrZU+iwba/NVh1K7pctdsVqJFRVXV2kBySn02UvozkNVfxWRQzHVjbjzTGQ4lkRwB6Z7uQyT4Hqj\nivFeFJGemC5mC0wT4kES2lGp6r9FZB1WevpPLPT9E3BP4lANfGvJTIKfTinveehwZAjdR5j7fu0/\nevngnQOrHrZctc8ghSuhjnTRCvt7leUXquJ7HhOxllZfYuHHRXl5xGKxCvrpRCKsYo0F1f2JeFjI\n3cLqXWlBCwQpVbQuakiVcVPwfSxWrtsZC12XquocEYlnh8eXQBO9a1Wf3tosXbbByuoPYePJWE6E\nw8E1/8gYInIE8KGtQlUmPeVwpIsxwFmm+rF1HV42HuRNq498ID2GOUJiERZS/wSb1s6PRnW9qpQl\nuDVvbm3FfB9UiRSXArLA01i9FRsTksa+wwI32yd3vRKRzzC9jc0xZz4XuFhV3xaRf2JND67C4kDb\nYAUN28ZLfIMqpL2xDl6CTQDvxPKV3sHWrguxMPqTwWviS7O3A/1VdXcR2RWL6G6jqr8Exx2AJbft\njWW1fwMMU9XVySFxERmElahdpKp1lZGskkiqBnLUyA/2bVK4VjiaIMPs0lVTF9Rk9gTta+Gp0Wmw\nyhEeXbAY9HNY2511nifFvs/bWP34vsXFdCwqQkpLobgYHx8fr6Hh8MLg8RMW3R0vIieLyA4i0ltE\nTsfyjbpgpezfY7I/XQOnGpez/j3WQjC+InBb0nl6YA57BBadvRm4AlPWX4g1b3tERAaLyK1YyGf3\nDwAAIABJREFU0n5lM9dEfY/dKC+l3xfYD+vmutGsX0ROxZz1Kal01pAFIfGmgqouE8lfApM2N8kG\nhyNT5INuAbMWlutu1pYTgIUwYoUVyWZtgaqjweQDA4IHAKoQhNSDv3ulapS1RVW9QDfjMSyCr1hy\nWWssu3sh5gAPUdWpgcDV41he0nQsjH4NcIeqThSRTYMxkuvCF2HL+KOxNfNF2Ey8L+bcfxe83cex\nZdiJ1MzVwHeqeknCtunJB4nISGwWfqyqflGLceuEm2FnFG8CTEouT3M4MsChtoJXV72+CDAC/Dwr\nXq1K/MDReElY6f6uoWOp6itAN6we4UFsgi/YxP4/wC+qOjU4dpqqHqiqbVR1j+DYQlV9Mdg/Dpt1\nd0o6zWRVPVlVOwRSpjOAn1R1naperqpbYbPtm1X1TMo/1rdXI5qyG6Y6Wx1DgbuAo9LhrME57Azj\nT4QJybXeDkcGOM/mIvPq8dKW4J1p05STgQbrUjpyivGAmN9OicCIqpao6keqepuqHojNhG/CtJtr\nojTpeWWSQJUdU9m2uP+rLMGtWdLxtbHte0zx4NxaHFsvnMPOLJNgSTNTLnY4MsmhEInWfR07Tnfw\njrb6y7+mzihHDjAeyIOpyQliKWQqFiL/AdhKRLZN03mqYinmrBMrGJN1yH+E5P6mGzEbW3Q6XkRG\npc68cpzDzixf27faasA4HCnE790wnar9QXtbveR/U2WTI+v5BmKllhHdIESkg4h8JCKniUhfEdlG\nRIZi68OvqurnWBXhWBE5MtjfX0SObui5a2AW1uflRhHZNsjwThZA+Tuwl4g8ENi+g4hcGCi3laGq\nszCnfaKI3E2KcQ47g6jqAmhWYJ9JhyPTDLCimtU1Hlg1w0A2hTOwBUVH46YImGqJYONTMFwhNmm5\nHBNp+wkLhT9Cecb3idha+bNYt6R/0HDhimozwFU1hinC7oDN8q8G/lLhYNWZwNHALtjNy5dYWkes\nkvFmYLPxYSLyrwbaXgFXh51hRORJ6Hsa/Ogy9B0ZZjawLRzPxgG/ulAI0buhu2fptW1TY5wjC/kC\nOMh+3FNVU9UMyVFP3Aw783wGP+c1bJrjcNSHXhBpqRVEeutDG/BOhV8w3V9X9tB4eQ8ILlZOQCIL\ncA4783xm0RO3ju0IAX83YRYN97K9wDvEJC//lgKzHNnJWxDz4G1VddUtWYBz2JlnNjRb6taxHeHw\nO6vFXpKCoQ4DtoHrMc1HR+NiCTAR8tTERRxZgHPYGUZVFUo/hk9cOasjBEZYAUtDw+JxzgBpZVqR\nqRrSkR18UP7j++FZ4UjEOexw+AwmRE0m1+HIJJsCHVLnXaPgj4D1YtJVtWmb5MgN3gWamULYorBt\ncRjOYYfDe+CJack7HBlG9zNhxmTtp/rSHryhJqx8HqnvS+vIPD62fl1qaQqOLME57BCwVnDNZlbR\n0tvhSDNnmtBkQQqH3An8feB5rFODI7eZCKy05lBu/TqLcA47NEpfgddirijGkXlOhIikftF5ANAN\n/ohJmKaTzzHVii2wi1hyG6lXgGOAjsH+uopgPx+87sSk7c8A3YHNsPeZyDxge0wdJNd5F4jCeuCr\nsG1xlOMcdni8CSvyUtAAx+GoI3ngb2WCjKnmbKC5ObpUTuCTWYe1T3qQjTs/xPcfBPyziv3VMQ+T\nujo4aftyrMHyXVgW1tPA2wn7/xCcr00dz5eNvA2eDx+oaqoWThwpwDns8PgK8ta4JSJHOBxh7bfW\np3jYZuCfB2sFhgDFKR4+Tn/gZky0rbI189OxJiVHVLG/KvzgtTcDPZL2zQHaAScBe2BVbVODfc9h\nDZaPr8O5spVVwNcQUVetl3U4hx0Spl8bewNeceVdjhC4wL7NTcPQnSB2vK2DXpyG4dPJTUBnLFCQ\nzHbY/c0PwAosNrYr5uCuBx7IkI3p5iPAt8DEe2Hb4qiIc9jh8gZMzrNGMQ5HJtkHInn1b7dZE7uB\nvxs8DjyWplOkmi+A/2A2V0Y7rHHzGcC+wHDgSOAq4FIsJWB3rDvE2DTbmk6Ccq5ZqjovbFscFXEN\nKMLlPRAPXo2WN6txODKEvyPM/Cl94w8BCmDkMnNi+6TvTA2mEDgTu7loX81xx1Mx7B1vOTUK2BZ4\nAdgc2Bs4BEt6yyV84A0r53orbFscG+Nm2CGiqqtA3oExTqfXEQLHwhosvpsuzgNtZk5ucRpP01Bm\nY6XpxwHNgscY4DVsbbqylYMSLNHsUSx/zwMOBHoHjwY3kA6Bj4HFNpF7IWxbHBvjHHbo+E/B+CjM\nDNsQR5PjQvuWrrA4QAvwhsMyLFkrjJTj2mSJ74jNlCdha9Q/YGVjhwc/b1XJa27BKtl2xZx1YjJK\nabAt13jC7q9mY32rHVmGc9jh8wZE11u/docjk3QHaZ1+EfAtwBtg/en+lKIh12GONN7zcU7wPJ4N\nsjJ4PhnLEp8WPE+c5Z8FXBf8nA/slPRoB2yCOfPktcMpwEtYNjnADtjF9Aksljwd2KthbzHjrALG\ngpbCo9bzwJFtOIcdMqpaBN6L8GTMiTo6Mo7uYd4u3fo9+4DuCHeTmlvT8UA/rLxKMBGT3YEbgv2v\nB/uPC/afEux/JGGMBVhlW324AHsvLYPnLYAnMQc+AssY71rPscPiecoiIE+FaoijSsTdSIWPiBwB\nfGhRqGxOzXE0Pu4HLjEvs0WaT+WD3Af5q+BbLBHNkT3sCd5EeN9THRi2LY7KcTPs7OBTyFtiwocO\nRyY5x6ag6VzHjhMBHQGxqM18V2bglI7aMRmYAFG/6qo2RxbgHHYWoKoexJ6CZ2LhpOU4mi6tQDvB\nrAytx7QG7wxYiIWpczExqzHyHyDPlrGd9GIW4xx29jDGtMWT2xg4HOnmQFiAUJKh020D3uEmo3VT\nhk7pqJpS4D8Qi8GTqpqpT4GjHjiHnSWo6o+Q9zWMcpMOR4YZbklnv2TwlAcDvaw06rUMntaxMW8D\nKywR/j9h2+KoHuews4rYfTAuakUjDkemONbabWZiHTuR00DawKlYGZQjHJ4APw9+sEmDI5txDju7\nGAt5yxtPGwFHbhABv0d62m3WcFodAcUREylZm+HTO6wu/U2QWO5IvjdpnMPOImz9KPYQ/MczzUiH\nI1McBUswUe1M0ha8YabdMhynRJBpnrZvMaxDqCPLcQ47+3gENojTLnBklkCmNB3tNmuiN3gHwMvA\nv0I4fVPFBx6GmMIrqppORXlHinAOO8tQ1QKQV+E+p3zmyCC7QSQ/8+vYcY4CtoJrgQ9CMqGpMRaY\nBXlqom2OHMA57KzEvx9m5MGHYRviaEr4O1sPmrDuE88CaQFDgXkhmdBUUOAm07D5WFVdo48cwTns\n7ORTyPsBbnMlXo4McrytYS8P6fR54I+AdWJJaEUhmdEUeAOYDHmeK4XPKZzDzkKsU07sZivx+l/Y\n5jiaDBfYt7DC4gCbQexEk8q8ALcolA4UuBG8PPhSVT8L2x5H7XEOO3t5FfJmwC3p7qPkcAR0Adkk\n/e02a6Iv+HtY2uVDIZvSGHkfmAjRmJtd5xzOYWcpqurbLPvdCHwftjmOpoLubTPssBdjjgM6w6VY\nH21HagjWrr0861DqkmRyDOews5sXIG8+3OYig44MMczEpX8N2w7gXCAfhgC/hW1LI+FT4CubXd+o\nrrdyzuEcdhajqjGI3Qovi5MrdWSG0zPXbrMm8sE7x1pInQAZ603SmLnZZtc/YhLijhzDOezsZwzk\nLXKzbEdmaAHaJfMypVXRBWLHwrfAFWHbkuP8D/g0WLt2s+vcxDnsLCeQK70FnhO7MXY40s0hUAAU\nh21HwJ6gfeFBYHTYtuQwN1mTj+nAq2Hb4qgfzmHnBo9BdC5c5TLGHRngHMtOmh+2HQmcAHSA83Ep\nmPXhO+B9iASza3cdyVGcw84BVLUUYlfBBxEn3OhIP0dCJBJ+eVciEWCELcAOBpaFbU+OcYvNrucC\nL4Zti6P+OIedO7wCeV/DlTGT7Xc40kUE/G2zZx07TkvwzoRFwMlYiylHzXwKvGGz6+tVNeyCPUcD\ncA47RwjUz66En/PKmuI5HGmjv0mUZluX1+7gHW1O6K9h25IDxICLIZZnUfFnw7bH0TCcw84hVPUr\niIyFa2NOadmRXkJst1kT+4P2hn9gHaccVfMophkegz+4tevcR1x2f24hItuCTIW/5VkzQocjTURa\nQJ9iODFp+xpMI2smJrKyGXA80K2KceYBTyZtE+CPQJvg+WysMrgQ2AFbqI4G+zYAjwFnAm2DbT7I\nPdBijUl27VTX99YEWAH0BG8NjPFVzwnbHkfDcQ47BxGRe6DlxTAzCluEbY6j0bI3tPoOrsYcLFhg\n5xGgB7AX0AoLnXcA2lcxzDysHusSID9he9xZK/Av4GCgF/CCnZq9g/1vAh2BfZPGLYTo3bC1Z5nj\nbXEkcjHwMKzzoJeqLg7bHkfDcSHx3ORGKF0FV7i7LUcaORHWA0sTNn2Becb4jLod5mSrctaJtMKc\ndPwRZz12I7An0AnYnvI08F8wmdR9KhmvDXinWvXZ6bhUzER+Ah4E9eAG56wbD85h5yCqugpil8FL\nYr13HI50cL7NrBPLu2ZgjvpFbFb8MDChFkNpcOwdwBjMEcdpjTnw2Zj+6HygM9aA5C2sEYhQOb3A\nO8Qm4X+r3Ztq9PjA+eBF7Tc6Kmx7HKnDOezc5VmIfgYXxmyRz+FINR2AdhUd9kos37gjcAYWFn8H\n+KGaYdpgTvf3waMttqad2NFjKDAO66fZDeiHzeZ7YGvZ/wbuxzRKkzkM2AauD0xp6jwOfG0SpOea\nUmJmEZGzRGRlCsaZKyKXpsKmxoJz2DmKlXl5F9p05NawzXE0VnRfW4OOFz0r5lAPB7oAewSP8dWM\n0TE4piuwFRZO3wr4OuGY7piM2WXAQCxj6sfgPK9g4fKzMadeWYD3DJBWdj+QTXovmWYRcBV4Ak+o\n6mf1HUdEOorIQyIyX0Q2iMhvIvKOiOxXyyHccl0acA47h1HVqeDfCrcr/By2OY5GyWnmrAuCp20w\nB5xIR2B1HYfdAnPKVfEmcAx22f8N2BkLnW9N5ZKpUfBHQJHYZH5dHc1pLFwBWgRrFK5p4FAvA7ti\ncZTtsF/rp1hNgCMknMPOfW4HmQ3neLbo53CkkmEV2212x7LCE1lO3VO0F1Ex8SyR77EEtd7YgqxQ\n/tH2qTq7rD3Ehlp3i/NoelO894DnQWJwuaom/5VqjYi0BQ4E/qSqn6nqAlUdr6r/UNU348eIyCMi\nskhEikTkRxEZmDTO0SIyRUTWBrPzzgn7PhGRu5KOf0VEnkgyp7WI/FtE1gSz/RFJr9lSRF4QkZUi\nslxEXhWRrev73rMd57BzHFUthtjZ8F0E7g7bHEejIw90i3KZ0n2x2fbnlIetv6e8BAusRvuVhOdf\nA9OC45dgC83zkl4TpxD4DAuLA7TEZvBfAwswIZfu1Zi7E/j7wPPAvbV7g42CQuACiEVt0eCpFAxX\nCAwRkfzknSIiwLvAfsCpwI5Y8V/ijKE1Vml/GnAQ9le7ox62XIllTeyGNWx7SES2C+zIw+5TVgMH\nAPsDa4F3g32NDuewGwGq+gVwJ/zZdy04HanncAtLb8BC2b+nrG6Iz4H+QN+EwwupGCL3sGKGh7Bk\nsyWYCEqPSk71LnbpTZx9DwnO91ywryqBljgD7Jg/YjHcpsAfQAug1IMRDe11HeiNnxU8VonIFyJy\nm4jE/8pHYVkFJ6jqx6o6T1XfU9X3EobJAy5Q1YmqOglLGTyiHua8paoPq+ocVf0HVvB3WLBvGKYl\ncr6qTlHV6cC52M3BofU4V9bTKO9Cmih/BQbCsN7wfR60CNseR6NhBOhTNrvdEQtV967m8CFJzw8I\nHrXhpEq2bYGpgNSFs4E74MRiu4Xdso4vzyWeBsbYwsGFqjozFWOq6isi8hY2O94Xuw26OghJbw4U\nqGp1+X3rVXVewvPfgtfVlZ+Sni9KGGcXYDsRWZt0THNMHeDDepwvq3Ez7EZCEBofZit4fwnbHEej\n4iCIRMvXsXOBZuCfB2vF7h+Kw7YnTczEaq4FnlbVMakcW1VLVPUjVb1NVQ/E9OpuonaNDEqTh6Ni\nNb3PxtX1zWo5TtxvtcHqE3bBEuTij9400kYnzmE3IlT1J/CvhbuAj8M2x9GY8Lc375BLdILY8TCR\nuk/Qc4FiYCh4pbBAYWQGTjkVSwf8AdjK+hrUm6VYoR8AIhIB+tRxjO+xDPalQcg88ZE8624UOIfd\n+LgbouPg9JipXDgcqWAgrMIeucRu4O9mYiKPhW1LirkW+BE0Br9LpYMSkQ4i8pGInCYifUVkGxEZ\niiWWvaqqn2OpgWNF5Mhgf38ROboOp/kYGCQiA0VkeyzDoV0dTX0GW9N+TUQODOw4VETuFZGaMh1y\nEuewGxnWQs87E5ZsgIu06RW3ONJDMIHLpbB4nCFAR3sH34RtS4p4E7gHULhKVb9P8fCFWF7+5VjW\n+U9YKPwRrIULWA+3eI/tyVi30+hGI1XNE1iIfTSWGzibjcOClV28yrapahHWMuYXrNPqFOy+rDnZ\n18k9JbhuXY0UEfk98Dw8QGaiZY5Gj7RSdioShoZtSD3YANE7oWOpxXM71/iC7GUh0MfaZr7nw7EN\nzQp35A5uht1IUdUXgPvgMoWvwjbH0RjQfsJscrMtVgvwhlv89CTKlVZzDQ84BbxCWO7DWc5ZNy2c\nw27cXA18AyfEKhdgdjjqwklWi52rH6UtwBsAX9Jw3c6w+BvwBURicLKqLqvxBY5GhXPYjRjr1BP7\nHSxfDSd7uTuvcGQH51aUKc1F9gHd0TQBnwvbljryOXADqMLNqjoubHscmcc57EaOqv4KsRPhc4Hr\nwjbHkdNsCrpZ7rfDGgrSzrRVckUXcBnwe4hFLEDg2vM1UZzDbgJYmz29Gv6FJVM6HPVlf+uWlSxn\nkUtEQEeY8PZxZH/x43pgIHhLYbUHp6iqC5U1UZzDbjrcDZGX4AzfpCQcjvpwpmU+LQjbjgbSGrwz\nLOP6FLK3z50HnAr+BCiNQX9VLajxRY5Gi3PYTQTLJvXPhtIfoH8s96+4jnA4ASKS2+vYcbYB73Br\n93RT2LZUggKXAa+D+HCSqo4P2yZHuDiH3YRQ1XUQGwgrFsMxsYotlRyO2hAFvzvMbCSKPAcDveAW\n4PWwbUniDkxFQa2px1th2+MIH+ewmxiqughiR8GMIjjRz+3FSEc4HAmLEdaHbUeKOA2kjTV2nh62\nLQHPU1Z6dpuqPhqqMY6swTnsJoiqTgXvePjEh/OdfKmjjlxg3+aGa0XKCJLQNkRgMBB214hPgTPA\nF3gK+L+QzXFkEc5hN1FU9RPQs+FJcVUijrqxF0TyGsc6dpy24A2zirXhhHcLOxk4DjyFTxXOc0pm\njkScw27CqOrTwP/B9Vg/I4ejlvg75V67zZroDd4B8DJWAJlpfgWOhtgGmObBCSZ85HCU4xy24zbg\nATgfi8A5HLXhWOuHtCJsO1LMUcBW1rrywwyedg1wDHhLYFkMjlHVRtltytEwnMNu4gQht0uBf8NZ\nCi+GbZIjJ7jIvjWmsHics0BaWJOQeRk4XSlwIvhToSgGR6nqwgyc1pGDOIftCHpo6wXAs3CKwmth\nm+TIerYEaZ37MqWVkQf+CFgncDxQlMZTbQBOAv9j8D0YrKo/p/F0jhzHOWwHAKrqgQ4HHQsnKbwT\ntkmObEf3JGfbbdbEZqbA/zNwIelJQlsHDAL/TYgpHG+JoA5H1TiH7SjDNIr1VLuGDPHho7BNcmQ1\nJ0MJ8FvYdqSJvuDvAWOAh1I89GrgKPDGQbFva9Zvp/gUjkaIuKoBRzIi0hyir0PekfBKBAaEbZIj\nK1lvYfHDMMWwxspDEF0M44ADUjDcMuBI8H6GdR4crarfpGBYRxPAzbAdG6GqxeANgdK34TiFF8I2\nyZGVtALdvHGuYydyLpAPQ2h4MOFX4ECITYZVHhzknLWjLjiH7agUVS0C/0Twn7V+Ro+EbZIjKznQ\n+sg05orhfPDOgVXAidT/rc4D9ofYbFgag/1VNVfacTuyBOewHVWiqqWgZ4KOstSbv+NkTB0VOduS\nzn4J24400wVix8I3wBX1ePk0YD+ILYSFMdhPVWek2EJHE8A5bEe1WMkXlwE3wnXAn3BO21HOQGu3\n2djD4gB7gvaFB4HRdXjZD8AB4C2DWYGznp8mCx2NHOewHTWixk3AZSbaeK66Ll8OIwJ+T5gVth0Z\n4gSgg+kCfl+Lw78GDgJvDfwUgwNVtbHm1DsygHPYjlqjqvcBZ8KTPhztNT5dSkf9OAqWAoVh25EB\nIsAI8PKss9eyag59Dzgc/PXwbQwOVdXlmTHS0VhxDttRJ1T1KdAj4Iu1sFcsezoIO8KjEcuUVkZL\n8M6ERcDJgJe0W4E7gQGgxfCeZ3KjqzNup6PR4Ry2o86o6jiI7Qm/zIG9PPggbJMcobILRPKbjsMG\n6A7e0da7+i8Jm4uAM0CvAhT+4cNxqrouFBsdjQ7nsB31QlVnQ2xvWP8R9Fd4IGyTHGHi97F17KaU\nj7g/aG/4BzAWWAgcCN5zluBxqqr+2SR/HY7U4By2o95YmM8bBP69cDHwB1wyWlPleFvDbmqrtMNA\nNoXTgX7g/QhLfauxfi5s0xyND+ewHQ1CVWOqegVwPjzkwUFe4y/KdWzMhfatKZR3JSKge9g69kor\n29pNVSeEbZajceIctiMlqOpjoAfChMWwiwdvhm2SI6NsblPNpuSwS4BXUD6BUhgVg11UdXHYZjka\nL85hO1KGqn4Nsb6w9h04DrgKFyJvQujeMJeN06YbI4uBR4nxE8XAaap6qao2ZoFWRxbgHLYjpajq\nCvAHA1fCXR4c4IETdmoanGL3ZwvDtiONKKaG8gg+K5iFspeqPhu2WY6mgWuv6UgbIrIP5I2FVl1g\nTBSOD9skR1opAWkOhwCHhm1LGlgLvIrPbCLAfcC11iTH4cgMbobtSBvWOjDWFwrfsuaEZys4/YjG\nSz5o18YpUzodeACPuawEBqrqZc5ZOzKNc9iOtKKqK8EfApwHT22AnWLwcdhmOdLGIRYSLw7bjhRR\nguVPPgcU8x4+O6nqOyFb5WiiOIftSDtB85B/g7cTLP4fHAGMxGKMjsbFebbOOy9sO1LALOB+Ykyg\nBBiJcqyqLgnbLEfTxa1hOzKKiESAkRD9F3TOgyfy4JiwzXKkDB8izWAvHwaEbUs9WQe8i/ITgvAJ\nyghT9nM4wsXNsB0ZRVV9Vb0fvB1h8WfQHzhdrZWCI/eJgL9dbq5jK9a8ehQeP7MWOBvlCOesHdmC\nc9iOUFDVeeAdCZwLL6yGXh7cjavbbgz0N4nSNWHbUQdWAmPweQUo5iWU7VT1SXUhSEcW4ULijtAR\nkQ7ALSAXQW8PHsyDw8M2y1FvpgM7WGHAbmHbUgPFwBfA//BRFuEzQlXfDtssh6MynMN2ZA0i0g/y\nHoLYPjBU4U6BrcI2y1EfIi2hzwY4MWxDqsAHJgEfEqMIH+VfwO2qWhiyZQ5HlbiQuCNrUNWJENsP\nOBNeWQ69fbgFawPlyCn8XbK33eZc4GFivA6sZyxKb1X9q3PWjmzHOWxHVhGUgD0FsV6w4R64MQZb\ne3AvsCFs8xy15newHsimIqjlwPP4jAaWMQlrgzlMVZ12riMncCFxR1YjIluDXA+cDV09uCUPzgTy\nwjbNUS0rQTrA0cB+IZuyCvgMmIgiLMLnKuB5VfVDtszhqBPOYTtyAhHZASI3gz8UesXgb3lwEi5I\nlMVIe+i1Ck4P6fyrsYSyCSiwEp/bgIecpKgjV3FXO0dOoKrTVL2Tgd1h3ofwe2DXGDwPxEK2zlEp\nup8pnmX6z7MKkxO9F58JrMbnOny2VtW7nLN25DJuhu3ISUTkQIjeCN4RsGUMrs6Dc4A2YZvmKOMZ\n4HQYDmyTgdMtBr4CfkARVuHzD+BBVXUauI5GgXPYjpxGRHYDuRoYBpsoXBKFS4DOYZvmIGYypQeS\nvrJ6H5gJfIXHPKJEWITPHcDDqrouTWd1OELBOWxHo0BEugOXQ/RCiDSH4RG4FOgTtmlNnK2gawFc\nkOJhS7A66q+IsZI8IkwIHPVYVXVyeY5GiXPYjkaFiLQHLoS8KyHWEfb24MIonAy0Dtu8JshZwBj4\nE9AyBcMtBSYC4/EoIYIwFuUu4GsnI+po7DiH7WiUiEg+cBxELzDN8tY+nBGFEcDuYZvXhPgCOMhy\nBHes5xAbgMnA93gsJIqwBuUxYJSroXY0JZzDdjR6RGQb4FzIOx9im8Ouwaz7JKBjuMY1BSJ5sLsH\nx9bhNT4wH5tNT8bHQxA+QHkceF1Vi9Niq8ORxTiH7WgyiEgeMAAi54MOBBE4TGFYBE4ANgvbxEZK\nH2g3GS6v4TAFfgWmAD8RYw15RJiHz2PAGFUtSLupKUJEzgLuUdX2dXiNDwxR1der2L81Jqy6m6r+\nmBpLHbmEq8N2NBlUNaaqb6h6x4F2BX8kfPo5nK+wucLRPjwBrAjb1EbGIKuNXlXJrvhM+h3gTmI8\nBnzFKtYwGjgYn56q+rd0OmsR+Y+IvJy07SQRKRKRKyo5/hAR8UVk04Rt3UTkJxH5VEQ2CTbXdTbU\nBftNVIebYTVhnL6jo0miqkuAh4GHRaQz6InwySnwwYFwPnCIwsAIHAPsDEio9uY2FwH/hDlY+kAp\nJqgyHZhMjCLyiLAUnxeBsfh8rqqhqeGIyHnAKOACVR1TxWGacHwv4H3gZ2CoqpaI1P3zEnwmazSv\nzgMnvlikmcuiz13cDNvR5FHVxar6kGrpwUA38C6BcR/BNSXQF+gaM1GWF7AOEo660R2kBXwLjMbn\n7/g8A3xPAUXcBxyATxdVvVhVPwnZWV+DdZr5fTXOOvH4XYDPgS+BE1S1pJpjjxeRCcHMfZaIXC8i\n0YT9vogMTni+t4h8Hxz/LdCPpBm2iPQRkbdFZK2ILBKRMSKyWcL+T0RklIjcLSJLgf8NGmPbAAAE\nzklEQVRv7/5Cq6zjOI6/v25nWc1NorrITfqjTVCYgy78Myk0XNOC6i6MCgoLCrwIvKm8sKC0iyBY\nQQxGFGVSEVm55Ur750pzmRbTEMltzga7kPxTbuecbxe/Z+7Z2XE72HLnsc8Lfpyds995eM4fzud8\nf8/v+Z3Wwp8NKTaqsEVi3P0PoAloMrMrgWXQ3wBvr4KWeaHAqUvDytLwqxaLgOuncpeLUAboImRY\nu0N7Bv+7lH7SwE6c7UAbWbqK6VQsM3uJMByw2t13FXCXpYTl3N5y93UTbHsZ8CbwFCHg5wBvEAL4\n+Tz9rwa2AW3AGuAm4NWcPpXAF9F21gFXAZuArcCKWNeHgNeBJQU8JilimnQmUiAzmwWsBGuA0uUw\ndF34z+whqE+NBHgtkJq6Hb2kHOgllM97gO8zsBf4qwQsCyU/QnoH8CWw292L7jdSzawFeIDwoq2Y\nKKzN7HZgJ2H5li3u/kiePg8Dr7j7NdH1HUC7u2+K9VkDbHb3WdH185POzGwt8AJQNVy1m9njwGtA\nnbsfMLNngHp3b4xtswroBm519yNmthOY4e63XcxzI8VFFbZIgdz9ONACtFg4SFkNLIbuRbC1Ht5d\nCF4KZVmozcLC0jCkviBq15LsY+FngN+AQ1Hb77A7AwPR50iqH9Lfge8BfgDf5z6UlHW8fya8QBvN\nrLHAZU0/Au4zs2Z3/3aCvrXAEjN7NnZbCVBmZtPzfJGZBxzIGWLvYPQbqBZYbma5z7EDtwBHouv7\nCngskgAKbJGLEA3ldkftPQAzmw7UweBi2FsH+xdCugY8Krcr0uFzeH4pzCXkfVV0OQuYfukfyChO\nmCHfF7WjhGDuysKvGeiLDRukBiB7EDIdhNJ6r/tg36Xf50lznHBi/i6g1czumiC0nbDg6svAdjNb\n5e7fjNO/HNgAfJj7j38x6lAOfAysZ+w3wROxv7Wm+mVCgS0ySaIP3o6oAefP/Z4DzIc/a2DPPPhp\nAfgcSM8YvYWZaah2uDEFNwAzgUqgIueyEphBKNBsnHYWOA2cynN5irDOZx/Qk4Zeh/4SGIpNRLUM\npH6HwYOMlNWHgMPug/lO0ko0d++JDXe3mVnDRKHt7mujoexPzexud//6An07gRp3P1rg7nQBD5pZ\nWazKXszoSWedwP3AMXfPFrhdSTAFtsh/KJrxPBx0o0QTi6pG2skqOFkNv1RDajZQAdkKyJSHofbJ\nMu0clJwFG4BMD2R6GSmrh9tx8BPu5/5XpwC5e28U2rsIod1IWBD9Xne/M9bVYvd5wswywGdmttrd\nv8qz6Y3ANjPrAd4nnIFeCyxw9+fy9H+HcAy72cxeJEw6ezqnTxPwGLDFzDYThkfmEhaCfbSYJvTJ\n5FBgi0yRqHo7HLULio6XX8HoMnu8EnsaY0vs4fL6tHtmyk6bSgJ37zOzOwgT5VoJIyY353bLuc+T\nUaX9iZmNWYTV3T+Pbt9AGMIeInyJa863TXc/Y2b3ENYK6CSs/7Ye+CDW54SZLSXMDG8jvEeOAa2x\nsFZoX0Y0S1xERCQBtHCKiIhIAiiwRUREEkCBLSIikgAKbBERkQRQYIuIiCSAAltERCQBFNgiIiIJ\noMAWERFJAAW2iIhIAiiwRUREEkCBLSIikgAKbBERkQT4B2hb5prKYS/PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fe2a0f7ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes,  labels=labels, autopct='%1.1f%%', startangle=90)\n",
    "ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "result = []\n",
    "itemId = 1\n",
    "for num in sizes:\n",
    "    x = np.repeat(itemId, num)\n",
    "    result = np.concatenate((result, x))\n",
    "    itemId = itemId + 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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70cyaCN0w33P3H3Vy24WzbWVuaS9dZvlzy2MrMHv27NgKSThAGh5ySMcB0vCQ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\nzAAAAAFJREFU0dnsn6oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fe2b26e6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bin = [1,2,3,4,5,6,7,8,9,10,11,12,13,14]\n",
    "plt.hist(result, bin, normed=1, facecolor='green', alpha=0.75)\n",
    "plt.xlabel('Items')\n",
    "plt.ylabel('Quantity')\n",
    "plt.title(r'Sale Per Item')\n",
    "plt.grid(True)\n",
    "plt.xticks(ids, labels, rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FplEnGnUiIiIyIBp1IiIiIoWgQkNERERSo0KjAbS1tSmzjjLzylWmMpVZ3MwiU6HRAFpb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\nZBMTjRBCCCFk8/82pNCV5Y8GzAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fe2a0a7cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids = [1,2,3,4,5,6,7,8,9,10,11,12,13,14]\n",
    "plt.bar(ids, sizes)\n",
    "plt.xlabel('Items')\n",
    "plt.ylabel('Quantity')\n",
    "plt.title(r'Sale Per Item')\n",
    "plt.grid(True)\n",
    "plt.xticks(ids, labels, rotation='vertical')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
